model_index1 = 'alo-lstm'
# y_test_rel,y_alo_pre = alo_lstm_model(df,sequence_length = sequence_length,horizon = horizon,epochs=epochs)
# mae_alo = MAE(y_test_rel,y_alo_pre)
# rmse_alo = RMSE(y_test_rel,y_alo_pre)
# mape_alo = MAPE(y_test_rel,y_alo_pre)
# R2_alo = R_square(y_test_rel,y_alo_pre)
# print('alo的MAE为：'+str(mae_alo)) #"MAE:"
# print('alo的MAPE为：'+str(mape_alo)) #"MAE:"
# print('alo的RMSE为：'+str(rmse_alo)) #"RMSE:"
# print('alo的R2为：'+str(R2_alo))
# smape_alo=sMAPE(y_test_rel,y_alo_pre)
# print('smape'+str(smape_alo))